{"id":"W2321368966","doi":"10.1097/iae.0000000000000780","title":"ASSESSMENT OF THE SIGNIFICANCE OF CYSTIC CHANGES AFTER EPIRETINAL MEMBRANE SURGERY WITH INTERNAL LIMITING MEMBRANE REMOVAL","year":2015,"lang":"en","type":"article","venue":"Retina","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"National Eye Institute","keywords":"Vitrectomy; Epiretinal membrane; Pars plana; Medicine; Visual acuity; Ophthalmology; Internal limiting membrane; Phacoemulsification; Triamcinolone acetonide; Macular edema; Surgery; Macular hole","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001164928,0.0001443618,0.0002367648,0.001298781,0.0003061993,0.0004331698,0.0003164997,0.0004138411,0.0007659767],"category_scores_gemma":[0.007010464,0.0001441485,0.0002855672,0.0007242841,0.0004657078,0.0006305099,0.0003810468,0.0002486562,0.0001545755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002775119,"about_ca_system_score_gemma":0.0004124512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008190653,"about_ca_topic_score_gemma":0.001253712,"domain_scores_codex":[0.9991937,0.000197826,0.0001434801,0.00009784471,0.0002533275,0.0001136783],"domain_scores_gemma":[0.9919987,0.001764636,0.00479095,0.0002401682,0.000788625,0.0004168169],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007626457,0.00001384949,0.9947337,0.00003392046,0.00001602313,0.00132684,0.00006885055,0.00001566946,0.0005927924,0.000005971834,0.00002364888,0.00309255],"study_design_scores_gemma":[0.000003390361,0.0001816794,0.9821069,0.00002044645,0.00002979535,0.01663511,0.0002690835,0.00007294347,0.0004264421,0.000006155542,0.0002448209,0.000003342914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986351,0.0009281168,0.0000818608,0.00001890858,0.00000411071,0.000007393487,0.00002896838,0.000002236848,0.0002932074],"genre_scores_gemma":[0.9995883,0.0002221775,0.0000846848,0.000008319505,0.000009666075,0.000003067795,0.00004252465,6.848585e-7,0.0000404738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001298781,"threshold_uncertainty_score":0.006160796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02871566672699062,"score_gpt":0.2724713712237897,"score_spread":0.2437557044967991,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}